{"product_id":"algebraic-geometry-and-statistical-learning-theory-cambridge-monographs-on-applied-and-computational-mathematics-series-number-25-0521864674","title":"Algebraic Geometry and Statistical Learning Theory (Cambridge Monographs on Applied and Computational Mathematics, Series Number 25)","description":"\u003cp\u003e\u003cstrong\u003eISBN:\u003c\/strong\u003e 0521864674\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAuthor:\u003c\/strong\u003e Watanabe, Sumio\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eCondition:\u003c\/strong\u003e New\u003c\/p\u003e\u003cp\u003eSure to be influential, Watanabes book lays the foundations for the use of algebraic geometry in statistical learning theory. Many models\/machines are singular: mixture models, neural networks, HMMs, Bayesian networks, stochastic context-free grammars are major examples. The theory achieved here underpins accurate estimation techniques in the presence of singularities.\u003c\/p\u003e","brand":"Mia Karts","offers":[{"title":"Default Title","offer_id":51971794403616,"sku":"NEW0521864674","price":93.56,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0980\/7426\/3840\/files\/51nZ-K_BUbL.jpg?v=1783780696","url":"https:\/\/miakarts.com\/products\/algebraic-geometry-and-statistical-learning-theory-cambridge-monographs-on-applied-and-computational-mathematics-series-number-25-0521864674","provider":"Miakarts Books","version":"1.0","type":"link"}